AI Tutorials & Practice
收录 AI 工具教程、提示词、安装部署、配置指南、开发实战与可复现步骤。
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TutorialsOrdinary
The AI Act went live two months ago. Your agent's logs are still editable.
In April, an AI coding agent took out a company's production database. One GraphQL mutation against...
Source: DEV Community
TutorialsOrdinary
How I Built an Approval Queue So My AI Agent Only Interrupts Me When It Matters
TL;DR I run a fully autonomous implementation system built on Claude Code that ships code...
Source: DEV Community · Claude
TutorialsOrdinary
What to do when users use your AI for sex stuff
I built a role-play game with LLMs and expected werewolves on spaceships and in abandoned castles....
Source: DEV Community
TutorialsOrdinary
NOVA AI Civilization Lab — A Structured AI Society Where Humans Decide What Becomes Reality
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I...
Source: DEV Community
TutorialsOrdinary
TableTop Arbiter: AI Tournament Judge
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
Source: DEV Community
TutorialsOrdinary
The Death of the Traditional Software Engineer? Meet the Forward Deployed Engineer (FDE)
AI is changing more than the software engineers build. It is changing where they work, how closely...
Source: DEV Community
TutorialsOrdinary
72 commits, 42 decisions, 6 hidden bugs: building a React Native partner app with Claude as a team, not a tool
I'm building ParkEase, a peer-to-peer parking marketplace for India: drivers, space owners, valets,...
Source: DEV Community · Claude
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Your AI Finished the Ticket. Why Is the Feature Still Wrong?
AI can turn an unclear ticket into working code. That does not make the ticket a product decision.
Source: DEV Community
TutorialsOrdinary
TableTop Arbiter: Zero-Hallucination Tournament Judge for Sanity Challenge
Testing DEV API
Source: DEV Community
TutorialsOrdinary
How to Moderate Live Chat in Real Time with Jev and Composio (Discord + Twitch)
Anyone who has moderated a live chat knows how fast things go wrong. Someone says something bad and...
Source: DEV Community
TutorialsOrdinary
Progressive Disclosure: Claude Code Hooks, Events and Telemetry
The last piece (Progressive Disclosure: Shaping Claude Code's Output) ended on one small move. Every...
Source: DEV Community · Claude
TutorialsOrdinary
Road to State Machines Part II - How Do We Prevent Impossible Changes?
Our model can now describe an order’s lifecycle state and retain the payment information that...
Source: DEV Community
TutorialsOrdinary
When LLMs don't know a Greek word, they make one up
This is a submission for the Kaggle Benchmarking Challenge. What I Benchmarked Ask a...
Source: DEV Community
TutorialsOrdinary
RAG: Giving AI Access to Your Own Data 🤖📚
Imagine asking ChatGPT: “What is our company's leave policy?” It can be a great question, but...
Source: DEV Community · ChatGPT
TutorialsOrdinary
The 5 Layers Behind Every AI App
It's been some time since the introduction of AI and now it has become an essential part of our life,...
Source: DEV Community
TutorialsOrdinary
Devs, Would You Mind Answering One Question?
It's been about two months since I started actually running this, not just building it, and I keep...
Source: DEV Community
TutorialsOrdinary
6 Ways You're Using Claude Code Like a Chatbot — And What Tech Leads Do Instead
If your workflow is "paste code, ask nicely, copy the answer back, repeat," you're not using an AI...
Source: DEV Community · Claude
TutorialsOrdinary
Your agent says "done" — and nothing ran
Three measured ways an agent run reported success while the work never happened — and the smallest check that catches each one.
Source: DEV Community
TutorialsOrdinary
n8n Agents Brings Standalone AI Assistants to No-Code Business Automation
n8n has introduced n8n Agents, a preview feature that expands the automation platform beyond fixed...
Source: DEV Community
TutorialsOrdinary
Same Patient, Conflicting Documents: Can AI Preserve the Evidence?
A synthetic experiment for Symptomato shows how an omitted source can hide a conflict, even when the final accepted value is correct.
Source: DEV Community
TutorialsOrdinary
I Built an Idle Game With an AI Pair Programmer. Here's What Actually Got Hard.
I've spent the last few months building Galactic Idle, a space-empire incremental game, using Vue 3,...
Source: DEV Community
TutorialsOrdinary
The recipe you cannot test yourself
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I...
Source: DEV Community
TutorialsOrdinary
Seven ways AI agents cheat on tests. Three of them got me.
My coding agent is a lot like a very eager intern who's been told they'll get a gold star when the...
Source: DEV Community
TutorialsOrdinary
Does your model know when it doesn't know? A benchmark for the ESCALATE answer
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked Most...
Source: DEV Community
TutorialsOrdinary
10 Security Lessons from Building a Windows MCP Server
Why I Built This I use Claude, Cursor, and ChatGPT daily. I wanted them to control my...
Source: DEV Community · ChatGPT / Claude / Cursor
TutorialsOrdinary
An Italian copy reviewer that cites its style guide, built on Sanity Context
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
Source: DEV Community
TutorialsOrdinary
Drum Bun: an agent that knows Romania rewrote its vignette this week
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
Source: DEV Community
TutorialsOrdinary
Building a Production-Grade Multi-Modal Invoice Parser in n8n for $0.0015 Per Document (Zero OCR)
Ditch brittle OCR regex pipelines and expensive SaaS fees. Build a deterministic multi-modal invoice extractor in n8n with Gemini Flash.
Source: DEV Community · Gemini
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Slopsquatting: Your AI Invented a Package, and an Attacker Was Waiting
You ask your AI assistant how to do something. It gives you clean, confident code, with an install...
Source: DEV Community
TutorialsOrdinary
187 live prompts, 27 bugs: what testing my local AI agent against a real 7B model taught me
I've been building CORTEX, an AI agent that runs entirely on my own laptop. It plans a task, runs...
Source: DEV Community
TutorialsOrdinary
What Happens When an AI Agent Goes Through a Real Development Workflow?
I’ve been experimenting with an AI-Driven Development workflow at Relipa, and one thing became clear:...
Source: DEV Community
TutorialsOrdinary
Your AI guardrail is green. It's also catching nothing.
The scariest security failure isn't the guardrail that's down, or the one that's weak. It's the one that's running, passing every health check, and quietly configured to catch nothing — green by construction. I found one in a benchmark of …
Source: DEV Community
TutorialsOrdinary
CodeSmith:Like Jev A -Harness for Cheap Brains
Prologue: Like Jev — A Harness for Cheap Brains Source version of CodeSmith: v0.5.0...
Source: DEV Community
TutorialsOrdinary
VRAM for local LLMs: why memory bandwidth sets your tokens per second
VRAM for LLMs is a bandwidth problem: every token streams the whole model from memory. Bandwidth per tier, the 20x offload cliff, and what fits in 16, 24 or 48 GB.
Source: DEV Community
TutorialsOrdinary
Logbook of a Spec-Driven Developer
Building a 45k-line app with AI agents: what worked, and what broke “Now that we have AI, why can’t...
Source: DEV Community
TutorialsOrdinary
N-grams: the language model before language models
Before transformers, before word embeddings, before anyone said "attention is all you need",...
Source: DEV Community
TutorialsOrdinary
14 Personal AI Agents in 2026: A Technical Guide to Architecture, Memory, Tools & Autonomy
The New Personal Agent Era: 14 Architectures Redefining Personal AI For the past few...
Source: DEV Community
TutorialsOrdinary
SignalForge: Building a Memory-Enabled Competitive Intelligence Agent
Competitive intelligence is not simply about knowing what competitors are doing today. The real...
Source: DEV Community
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Driving Your Real Microsoft Edge Tabs from AI Agents with edge-agent-bridge
Most browser automation tools built for AI agents start from an inconvenient premise: they assume...
Source: DEV Community
TutorialsOrdinary
My Coding Agent Built a Gas Station Monitor
At 02:01 one night, Telegram got a message from my personal portal: 🟢 You can go for 95-octane It...
Source: DEV Community